November 1st, 2008, 2:57 pm
The intensity lambda has the dimensions 1/time.It is indeed the mean number of jumps per time interval.If you adopt annual units, then lambda = 4/year means the expected number of jumps per year is 4.One complication is that there are two expectations in finance: the real-world and the risk-adjusted.If you fit Merton's jump-diffusion process to a time series like the SPX, you will estimate a historical real-world lambda.If you fit Merton's jump-diffusion process to an SPX option chain, you will estimate the risk-adjusted lambda -- this will usually be much higher because it reflects risk-aversion.Let's use annual units.In normal markets for the SPX, you might estimate lambda(real world) ~ 0.1, which means 0.1 jumps per year on average; i.e. one jump every 10 years on average.The corresponding lambda(risk-adjusted) might be ~ 0.25, or one jump expected every 4 years.Conditional on a jump occuring, the mean jump size(risk-adjusted) might be ~ -0.15 or -15%.I haven't done a calibration using Oct 2008 SPX data, and really have little idea what you mightget. I would expect much higher values with perhaps smaller mean sizes. But there isinteraction with the diffusion coefficient (say ~ around 60% annualized for Oct), so hard to say the result. There is a paper by Bates on crash fears in SPX which I recall had some charts of lambda(risk-adjusted) fromoption chain calibrations, plotted over time.